Qingyue(Annie) Wang

ryou Verified account @ryouxbt · Oct 29

Holy f*ck, Google just dropped a free 2-hour course on Harness, Loop and Graph engineering

From one prompt to 100+ agents that test, judge and fix their own work:

0% → 0:29 - Harness engineering from scratch
15% → 11:08 - Build your first agent the right way
30% → 28:03 - Evals: an agent that grades its own work
65% → 1:00:13 - Loop engineering: send bad work back until it passes
100% → 1:18:45 - A self-improving graph that gets better while you sleep

Prompts → Agents → Harness → Loops → Self-Improving Graphs

Most people still trust an agent just because its answer "looks right"

Worth more than any $2,500 agentic engineering course

Save it and watch it tonight

Then read how to build the full harness in the guide below ↓

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Jason Weston Verified account @jaseweston · Oct 30

Claim: Humans & AI are better together if we want to recursively (co-)improve to a brighter future for *humanity*

Instead of racing towards methods for AI replacing us, work on how to make AI work *with* us!

New paper that makes 4 contributions here:
1) The role of humans in directing research agents: Autobenchmark
2) Reward hacking in autoresearch agents: HackBench
3) Training agents to interact with humans: AutoInteract
4) Training agents to communicate with humans: unslopping AI

Full Paper: arxiv.org/abs/2610.38882

Blog posts for each section:
1) facebookresearch.github.io/RAM/blogs/auto…
2) facebookresearch.github.io/RAM/blogs/hack…
3) facebookresearch.github.io/RAM/blogs/auto…
4) facebookresearch.github.io/RAM/blogs/unsl…

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ryou Verified account @ryouxbt · Oct 27

Google just dropped a free 2-hour workshop on multi-agent systems, Loops and Graphs

From your first agent to a whole team that sees, hears and runs on its own:

0% → 00:09 - What you're building: an AI agent that sees, hears and talks back
30% → 36:55 - Build your first multi-agent system from scratch
45% → 56:11 - Give every agent its own MCP tools
75% → 1:09:28 - Sequential, parallel and loop agents, wired into one graph
100% → 2:05:07 - The whole system running live, reacting in real time

Agents → Tools → Loops → Graphs → Autonomous Systems

Most people are still tweaking the prompt of their very first agent

Worth more than any $2,000 agentic engineering course

Bookmark and watch it today

Then read how to run a system like this in the harness engineering guide below ↓

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